Calories Club: AI Food Tracker
Log meals by voice or photo through your agent, pull daily calorie and macro summaries, and query nutrition history without leaving the builder workflow.
Overview
Calories Club is an MCP server for the Grow phase that lets agents log food via voice or photo and read calorie and macro day summaries from your Calories Club account.
What is this MCP server?
- OAuth 2.1 via Calories Club account before tool calls
- Five tools: list_entries, add_entry, update_entry, delete_entry, get_day_summary
- Photo recognition, barcode scanning, and voice logging for meals
- Interactive widgets for meal logging and daily summaries in supported hosts
- Privacy-first processing—photos and audio processed, not stored on servers (per publisher notes)
- 5 documented MCP tools: list_entries, add_entry, update_entry, delete_entry, get_day_summary
- OAuth 2.1 authentication required per registry publisher notes
What problem does it solve?
Builders abandon calorie tracking because context-switching to another app breaks the flow between shipping, support, and distribution work.
Who is it for?
Solo founders who want AI meal logging (text, photo, barcode, voice) wired into Claude Code, Cursor, or Codex.
Skip if: Clinical diet programs, shared household meal planning with a team dashboard, or open-source self-hosted nutrition databases.
What do I get? / Deliverables
After OAuth setup, you can add, update, delete, and summarize food entries from chat while the agent keeps a running picture of daily nutrition.
- Structured food entries with estimated calories and macros from natural language or media
- Daily summaries answerable via get_day_summary in agent chat
- Searchable meal history through list_entries and conversational queries
Recommended MCP Servers
Journey fit
Shelf under Grow lifecycle because sustained solo shipping depends on repeatable personal habits—nutrition logging via MCP keeps health data agent-accessible alongside growth and ops routines. Lifecycle covers ongoing founder habits (fuel, recovery, consistency) that compound energy for shipping and distribution work.
How it compares
OAuth nutrition journal MCP with five food tools, not a fitness coaching skill or generic web scraper.
Common Questions / FAQ
Who is Calories Club for?
Individual builders who already use or will create a Calories Club account and want agent-driven meal logging and daily nutrition summaries.
When should I use Calories Club?
Use it in Grow lifecycle moments when you want hands-free or chat-native calorie tracking while maintaining long-term shipping stamina.
How do I add Calories Club to my agent?
Register the Recordo Calories Club MCP server in your host, complete OAuth 2.1 sign-in with Calories Club, then call list_entries, add_entry, update_entry, delete_entry, or get_day_summary from the agent.